How Was This Achieved

Anomaly Detection in Finance

How Was This Achieved

Anomaly Detection in Finance

How Was This Achieved

Anomaly Detection in Finance

Problem

A Fortune 500 Vacation Rental Marketplace processed millions of daily transactions - bookings, refunds, host payouts, service fees, discounts, and credits. Finance teams needed early visibility into unusual deviations that could signal risk, but anomalies were typically spotted only after reports were generated. Small errors like duplicate supplier invoices or abnormal refund ratios slipped through, compounding into larger reconciliation gaps. The missing link was a system that could continuously monitor financial data, flag anomalies in real time, and explain the underlying drivers clearly enough to act on.

What did Cimba do?

Solution

Cimba acts like a financial radar - scanning millions of transactions and surfacing anomalies before they show up in reports.

What did Cimba do?

Solution

Cimba acts like a financial radar - scanning millions of transactions and surfacing anomalies before they show up in reports.

What did Cimba do?

Solution

Cimba acts like a financial radar - scanning millions of transactions and surfacing anomalies before they show up in reports.

Continuous Monitoring

Cimba scanned booking, payout, and expense data daily, automatically flagging deviations like “Supplier X expenses recorded twice in June” or “Refund ratio in APAC 30% higher than average.”

Contextual Explanations

Each anomaly was tied back to its drivers - e.g., “Duplicate entry recorded for Supplier A (Invoice #456, Jun 15)” or “Refund surge in Region B due to flight disruptions.”

Playbooks for Risk Rules

Controllers created playbooks for thresholds and checks (refund ratios, duplicate invoices, expense variance limits). These ran automatically, ensuring anomalies were caught consistently.

Impact

From Anomalies to Assurance

Cimba gave the finance function a live anomaly radar - ensuring issues were flagged early, explained clearly, and resolved before they became reporting or audit problems.

~30%

Reduction of Efforts in Close-cycle. Anomalies were detected and corrected earlier - cutting down last-minute adjustments.

60%+

Reduction in missed anomalies, lowering compliance risk and preventing duplicate payments or refund irregularities from escalating.

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Ready to Build Your First Agent?

Empower your team with intelligent AI agents that simplify workflows, provide actionable insights, and adapt to your business.

No code agent building

Enterprise Grade Security

100% accuracy in less than a week

Ready to Build Your First Agent?

Empower your team with intelligent AI agents that simplify workflows, provide actionable insights, and adapt to your business.

No code agent building

Enterprise Grade Security

100% accuracy in less than a week

Cimba.AI is a generative AI platform that lets analysts create custom AI agents to automate workflows, provide actionable insights, and integrate seamlessly with existing tools.

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© 2025 Cimba.AI All rights reserved.

Cimba.AI is a generative AI platform that lets analysts create custom AI agents to automate workflows, provide actionable insights, and integrate seamlessly with existing tools.

Linkedin

© 2025 Cimba.AI All rights reserved.

Cimba.AI is a generative AI platform that lets analysts create custom AI agents to automate workflows, provide actionable insights, and integrate seamlessly with existing tools.

Linkedin

© 2025 Cimba.AI All rights reserved.